Created
May 25, 2018 11:48
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{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": { | |
"ExecuteTime": { | |
"end_time": "2018-05-25T11:44:41.918152Z", | |
"start_time": "2018-05-25T11:44:37.154270Z" | |
} | |
}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"(1, 2, 860, 513) 0.0 1.0\n" | |
] | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"import tensorflow as tf\n", | |
"from librosa.display import specshow\n", | |
"\n", | |
"\n", | |
"def log10(x):\n", | |
" return tf.log(x) / tf.log(10.0)\n", | |
"\n", | |
"\n", | |
"def rms(waveform):\n", | |
" return tf.sqrt(tf.reduce_mean(waveform**2))\n", | |
"\n", | |
"\n", | |
"def load(audio_file_path, sample_rate=44100):\n", | |
" x = tf.read_file(audio_file_path)\n", | |
" x = tf.contrib.ffmpeg.decode_audio(x, 'wav', sample_rate, 2)\n", | |
" x = tf.transpose(x)\n", | |
" return x\n", | |
"\n", | |
"\n", | |
"def segment(waveform, duration=10.0, sample_rate=44100):\n", | |
" n = int(sample_rate * duration)\n", | |
" x = tf.contrib.signal.frame(waveform, n, n, pad_end=True)\n", | |
" frames = tf.shape(x, out_type=tf.int64)[1]\n", | |
" dataset = (\n", | |
" tf.data.Dataset\n", | |
" .range(frames)\n", | |
" .map(lambda i: tf.gather(x, i, axis=1))\n", | |
" .filter(lambda x: rms(x) > 0.01)\n", | |
" )\n", | |
" return dataset\n", | |
"\n", | |
"\n", | |
"def transform(waveform):\n", | |
" z = tf.contrib.signal.stft(waveform, 1024, 512)\n", | |
" magnitudes = tf.abs(z)\n", | |
" power = magnitudes**2\n", | |
"\n", | |
" top_db = 120.0\n", | |
" amin = 1e-9\n", | |
" spectrogram = 10.0 * log10(tf.maximum(power, amin))\n", | |
" spectrogram -= 10.0 * log10(1.0)\n", | |
" spectrogram /= top_db\n", | |
"\n", | |
" return spectrogram\n", | |
"\n", | |
"\n", | |
"def minmax(spectrogram):\n", | |
" x = spectrogram\n", | |
" x -= tf.reduce_min(x)\n", | |
" x /= tf.reduce_max(x)\n", | |
" return x\n", | |
"\n", | |
"\n", | |
"def input_fn(batch_size=1):\n", | |
" interleave = tf.contrib.data.parallel_interleave\n", | |
" return (\n", | |
" tf.data.Dataset\n", | |
" .list_files('piano.wav')\n", | |
" .shuffle(32)\n", | |
" .repeat(10)\n", | |
" .map(load)\n", | |
" .apply(interleave(segment, batch_size))\n", | |
" .map(transform)\n", | |
" .map(minmax)\n", | |
" .batch(batch_size)\n", | |
" )\n", | |
"\n", | |
"\n", | |
"tf.reset_default_graph()\n", | |
"dataset = input_fn()\n", | |
"iterator = dataset.make_one_shot_iterator()\n", | |
"element = iterator.get_next()\n", | |
"with tf.Session():\n", | |
" spectrograms = element.eval()\n", | |
" print(spectrograms.shape, spectrograms.min(), spectrograms.max())\n", | |
" assert spectrograms.min() >= 0.0\n", | |
" assert spectrograms.max() <= 1.0\n", | |
" specshow(spectrograms[0][0].T)" | |
] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"display_name": "Python 3", | |
"language": "python", | |
"name": "python3" | |
}, | |
"language_info": { | |
"codemirror_mode": { | |
"name": "ipython", | |
"version": 3 | |
}, | |
"file_extension": ".py", | |
"mimetype": "text/x-python", | |
"name": "python", | |
"nbconvert_exporter": "python", | |
"pygments_lexer": "ipython3", | |
"version": "3.6.4" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 2 | |
} |
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